Statistical pattern recognition is a very active area of study and research, which has seen many advances in recent years. New and emerging applications - such as data mining, web searching, multimedia data retrieval, face recognition, and cursive handwriting recognition - require robust and efficient pattern recognition techniques. Statistical decision making and estimation are regarded as fundamental to the study of pattern recognition.
Statistical Pattern Recognition, Second Edition has been fully updated with new methods, applications and references. It provides a comprehensive introduction to this vibrant area - with material drawn from engineering, statistics, computer science and the social sciences - and covers many application areas, such as database design, artificial neural networks, and decision support systems.
* Provides a self-contained introduction to statistical pattern recognition.
* Each technique described is illustrated by real examples.
* Covers Bayesian methods, neural networks, support vector machines, and unsupervised classification.
* Each section concludes with a description of the applications that have been addressed and with further developments of the theory.
* Includes background material on dissimilarity, parameter estimation, data, linear algebra and probability.
* Features a variety of exercises, from 'open-book' questions to more lengthy projects.
The book is aimed primarily at senior undergraduate and graduate students studying statistical pattern recognition, pattern processing, neural networks, and data mining, in both statistics and engineering departments. It is also an excellent source of reference for technical professionals working in advanced information development environments.
For further information on the techniques and applications discussed in this book please visit www.statistical-pattern-recognition.net
發表於2024-12-23
Statistical Pattern Recognition, 2nd Edition 2024 pdf epub mobi 電子書 下載
圖書標籤: 模式識彆 統計模式識彆 機器學習 統計學習
這本書我們的學習小組仔細讀過,一起討論過。涉及的內容挺全麵,劉老師推薦的,他認為是最適閤教學的書。
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評分這本書我們的學習小組仔細讀過,一起討論過。涉及的內容挺全麵,劉老師推薦的,他認為是最適閤教學的書。
評分這本書我們的學習小組仔細讀過,一起討論過。涉及的內容挺全麵,劉老師推薦的,他認為是最適閤教學的書。
評分這本書我們的學習小組仔細讀過,一起討論過。涉及的內容挺全麵,劉老師推薦的,他認為是最適閤教學的書。
Statistical Pattern Recognition, 2nd Edition 2024 pdf epub mobi 電子書 下載